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--- |
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language: de |
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license: cc-by-nc-sa-4.0 |
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--- |
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## jobGBERT |
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This is a domain-adapted transformer-based language model for German-speaking job advertisements. |
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Is is based on [deepset/gbert-base](https://huggingface.co/deepset/gbert-base), and adapted to the domain of job advertisements trough continued in-domain pretraining on 4 million German-speaking job ads from Switzerland 1990-2020 (5.9 GB data). |
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### Overview |
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**Architecture:** BERT base <br> |
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**Language:** German <br> |
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**Domain:** Job advertisements <br> |
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**See also:** [agne/jobBERT-de](https://huggingface.co/agne/jobBERT-de) |
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### License |
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Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License (cc-by-nc-sa-4.0) |
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Please use the following citation when using our model: |
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```bibtex |
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@inproceedings{ |
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title = "Evaluation of Transfer Learning and Domain Adaptation for Analyzing German-Speaking Job Advertisements", |
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author = "Gnehm, Ann-Sophie and |
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Bühlmann, Eva and |
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Clematide, Simon", |
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booktitle = "Proceedings of the 13th Language Resources and Evaluation Conference", |
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month = june, |
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year = "2022", |
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address = "Marseille, France", |
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publisher = "European Language Resources Association", |
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} |
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``` |
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### Intended usage and limitations |
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You can use the model for masked language modeling, but it's intended to be fine-tuned on a downstream task. |
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The model is trained on German-Speaking job ads from Switzerland. It inherits potential bias of its base model, and may contain biases and stereotypes common in job advertisements. |
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### About us |
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Ann-Sophie Gnehm: `gnehm [at] soziologie.uzh.ch` <br> |
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Eva Bühlmann: `bühlmann [at] soziologie.uzh.ch` <br> |
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Simon Clematide: `simon.clematide [at] cl.uzh.ch` <br> |
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The [Swiss Job Market Monitor](https://www.stellenmarktmonitor.uzh.ch/en.html) aims at systematically expanding scientific knowledge about the job market and improving labour market transparency by informing the general public about current developments on the job market. |
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**Get in touch:** [Mail](mailto:gnehm@soziologie.uzh.ch) [Website](https://www.stellenmarktmonitor.uzh.ch/en.html) [Zenodo](https://doi.org/10.5281/zenodo.6497853) [SWISSUbase](https://www.swissubase.ch/de/catalogue/studies/11998/18157/overview) |
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